recurrent neural networks

Sequence to Sequence Deep Learning (Quoc Le, Google)

Lex Fridman

Quoc Le introduces Sequence to Sequence (Seq2Seq) learning through a practical example of an automatic email reply system, illustrating how variable-length inputs can be mapped to variable-length outputs. He begins with simple Bag-of-Words representations using logistic regression but highlights the …

Deep Learning for Natural Language Processing (Richard Socher, Salesforce)

Lex Fridman

Richard Socher from Salesforce delivered a comprehensive overview of Deep Learning for Natural Language Processing (NLP), framing the field at the intersection of computer science, AI, and linguistics. He argued that while traditional NLP relied heavily on discrete representations like WordNet taxon …